Pandas Profiling Report

Dataset statistics

Number of variables	30
Number of observations	1615
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	378.6 KiB
Average record size in memory	240.1 B

Variable types

NUM	26
CAT	2
BOOL	2

Reproduction

Analysis started	2020-07-08 08:46:45.129054
Analysis finished	2020-07-08 08:48:24.836283
Duration	1 minute and 39.71 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`VolumeCred_CA` is highly correlated with `VolumeCred`	High correlation
`VolumeCred` is highly correlated with `VolumeCred_CA`	High correlation
`TransactionsCred_CA` is highly correlated with `TransactionsCred`	High correlation
`TransactionsCred` is highly correlated with `TransactionsCred_CA`	High correlation
`VolumeDeb_CA` is highly correlated with `VolumeDeb`	High correlation
`VolumeDeb` is highly correlated with `VolumeDeb_CA`	High correlation
`TransactionsDeb_CA` is highly correlated with `TransactionsDeb`	High correlation
`TransactionsDeb` is highly correlated with `TransactionsDeb_CA`	High correlation
`VolumeDebCash_Card` is highly skewed (γ1 = 20.57539539)	Skewed
`Client` has unique values	Unique
`Tenure` has 19 (1.2%) zeros	Zeros
`Count_SA` has 1189 (73.6%) zeros	Zeros
`Count_MF` has 1309 (81.1%) zeros	Zeros
`Count_CL` has 1480 (91.6%) zeros	Zeros
`ActBal_CA` has 94 (5.8%) zeros	Zeros
`ActBal_SA` has 1205 (74.6%) zeros	Zeros
`ActBal_MF` has 1420 (87.9%) zeros	Zeros
`ActBal_OVD` has 1495 (92.6%) zeros	Zeros
`ActBal_CC` has 1461 (90.5%) zeros	Zeros
`ActBal_CL` has 1481 (91.7%) zeros	Zeros
`VolumeCred` has 42 (2.6%) zeros	Zeros
`VolumeCred_CA` has 58 (3.6%) zeros	Zeros
`TransactionsCred` has 42 (2.6%) zeros	Zeros
`TransactionsCred_CA` has 58 (3.6%) zeros	Zeros
`VolumeDeb` has 94 (5.8%) zeros	Zeros
`VolumeDeb_CA` has 100 (6.2%) zeros	Zeros
`VolumeDebCash_Card` has 659 (40.8%) zeros	Zeros
`VolumeDebCashless_Card` has 733 (45.4%) zeros	Zeros
`VolumeDeb_PaymentOrder` has 463 (28.7%) zeros	Zeros
`TransactionsDeb` has 94 (5.8%) zeros	Zeros
`TransactionsDeb_CA` has 100 (6.2%) zeros	Zeros
`TransactionsDebCash_Card` has 659 (40.8%) zeros	Zeros
`TransactionsDebCashless_Card` has 733 (45.4%) zeros	Zeros
`TransactionsDeb_PaymentOrder` has 463 (28.7%) zeros	Zeros

Client
Real number (ℝ_≥0)

UNIQUE

Distinct count	1615
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	808.0
Minimum	1
Maximum	1615
Zeros	0
Zeros (%)	0.0%
Memory size	12.6 KiB

Quantile statistics

Minimum	1
5-th percentile	81.7
Q1	404.5
median	808
Q3	1211.5
95-th percentile	1534.3
Maximum	1615
Range	1614
Interquartile range (IQR)	807

Descriptive statistics

Standard deviation	466.3546576
Coefficient of variation (CV)	0.5771716059
Kurtosis	-1.2
Mean	808
Median Absolute Deviation (MAD)	404
Skewness	0
Sum	1304920
Variance	217486.6667

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1615	1	0.1%
1084	1	0.1%
1064	1	0.1%
1066	1	0.1%
1068	1	0.1%
1070	1	0.1%
1072	1	0.1%
1074	1	0.1%
1076	1	0.1%
1078	1	0.1%
Other values (1605)	1605	99.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	0.1%
2	1	0.1%
3	1	0.1%
4	1	0.1%
5	1	0.1%

Value	Count	Frequency (%)
1615	1	0.1%
1614	1	0.1%
1613	1	0.1%
1612	1	0.1%
1611	1	0.1%

Sex
Categorical

Distinct count	3
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	12.6 KiB

0	856
1	756
2	3

Common Values
Length

Value	Count	Frequency (%)
0	856	53.0%
1	756	46.8%
2	3	0.2%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Age
Real number (ℝ_≥0)

Distinct count	94
Unique (%)	5.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	42.84891640866873
Minimum	0
Maximum	97
Zeros	1
Zeros (%)	0.1%
Memory size	12.6 KiB

Quantile statistics

Minimum	0
5-th percentile	16
Q1	29
median	41
Q3	57
95-th percentile	73
Maximum	97
Range	97
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	18.5505294
Coefficient of variation (CV)	0.4329287869
Kurtosis	-0.5551439501
Mean	42.84891641
Median Absolute Deviation (MAD)	14
Skewness	0.1792470986
Sum	69201
Variance	344.122141

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
40	41	2.5%
39	41	2.5%
26	37	2.3%
27	37	2.3%
37	37	2.3%
32	36	2.2%
29	34	2.1%
38	34	2.1%
30	33	2.0%
34	33	2.0%
Other values (84)	1252	77.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.1%
1	6	0.4%
2	5	0.3%
3	3	0.2%
4	9	0.6%

Value	Count	Frequency (%)
97	1	0.1%
94	1	0.1%
93	1	0.1%
92	1	0.1%
90	1	0.1%

Tenure
Real number (ℝ_≥0)

ZEROS

Distinct count	248
Unique (%)	15.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	101.33993808049536
Minimum	0
Maximum	273
Zeros	19
Zeros (%)	1.2%
Memory size	12.6 KiB

Quantile statistics

Minimum	0
5-th percentile	8
Q1	44
median	97
Q3	151
95-th percentile	205
Maximum	273
Range	273
Interquartile range (IQR)	107

Descriptive statistics

Standard deviation	64.91729737
Coefficient of variation (CV)	0.6405894715
Kurtosis	-0.9853661042
Mean	101.3399381
Median Absolute Deviation (MAD)	54
Skewness	0.1903179728
Sum	163664
Variance	4214.255498

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
150	70	4.3%
151	63	3.9%
152	49	3.0%
181	36	2.2%
149	32	2.0%
0	19	1.2%
20	18	1.1%
33	16	1.0%
8	16	1.0%
176	14	0.9%
Other values (238)	1282	79.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	19	1.2%
1	7	0.4%
2	9	0.6%
3	10	0.6%
4	8	0.5%

Value	Count	Frequency (%)
273	1	0.1%
271	1	0.1%
268	1	0.1%
267	1	0.1%
266	1	0.1%

Count_CA
Categorical

Distinct count	4
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	12.6 KiB

1	1515
2	77
3	19
4	4

Common Values
Length

Value	Count	Frequency (%)
1	1515	93.8%
2	77	4.8%
3	19	1.2%
4	4	0.2%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Count_SA
Real number (ℝ_≥0)

ZEROS

Distinct count	5
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3077399380804954
Minimum	0.0
Maximum	5.0
Zeros	1189
Zeros (%)	73.6%
Memory size	12.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.5676388905
Coefficient of variation (CV)	1.844540862
Kurtosis	6.141804467
Mean	0.3077399381
Median Absolute Deviation (MAD)	0
Skewness	2.115775757
Sum	497
Variance	0.32221391

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	1189	73.6%
1	369	22.8%
2	45	2.8%
3	11	0.7%
5	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1189	73.6%
1	369	22.8%
2	45	2.8%
3	11	0.7%
5	1	0.1%

Value	Count	Frequency (%)
5	1	0.1%
3	11	0.7%
2	45	2.8%
1	369	22.8%
0	1189	73.6%

Count_MF
Real number (ℝ_≥0)

ZEROS

Distinct count	30
Unique (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.8860681114551083
Minimum	0.0
Maximum	79.0
Zeros	1309
Zeros (%)	81.1%
Memory size	12.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4
Maximum	79
Range	79
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.871786274
Coefficient of variation (CV)	4.369626019
Kurtosis	169.3170164
Mean	0.8860681115
Median Absolute Deviation (MAD)	0
Skewness	11.03108251
Sum	1431
Variance	14.99072895

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	1309	81.1%
1	102	6.3%
2	53	3.3%
3	42	2.6%
4	31	1.9%
6	14	0.9%
5	14	0.9%
7	10	0.6%
11	6	0.4%
8	5	0.3%
Other values (20)	29	1.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1309	81.1%
1	102	6.3%
2	53	3.3%
3	42	2.6%
4	31	1.9%

Value	Count	Frequency (%)
79	1	0.1%
64	1	0.1%
45	1	0.1%
35	1	0.1%
32	1	0.1%

Count_OVD
Boolean

Distinct count	2
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	12.6 KiB

0	1196
1	419

Frequency Table

Value	Count	Frequency (%)
0	1196	74.1%
1	419	25.9%

Count_CC
Boolean

Distinct count	2
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	12.6 KiB

0	1445
1	170

Frequency Table

Value	Count	Frequency (%)
0	1445	89.5%
1	170	10.5%

Count_CL
Real number (ℝ_≥0)

ZEROS

Distinct count	5
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.09907120743034056
Minimum	0.0
Maximum	5.0
Zeros	1480
Zeros (%)	91.6%
Memory size	12.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3608373564
Coefficient of variation (CV)	3.642202066
Kurtosis	34.28049764
Mean	0.09907120743
Median Absolute Deviation (MAD)	0
Skewness	4.832215521
Sum	160
Variance	0.1302035978

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	1480	91.6%
1	115	7.1%
2	17	1.1%
3	2	0.1%
5	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1480	91.6%
1	115	7.1%
2	17	1.1%
3	2	0.1%
5	1	0.1%

Value	Count	Frequency (%)
5	1	0.1%
3	2	0.1%
2	17	1.1%
1	115	7.1%
0	1480	91.6%

ActBal_CA
Real number (ℝ_≥0)

ZEROS

Distinct count	1514
Unique (%)	93.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2438.601940513048
Minimum	0.0
Maximum	171575.88964285716
Zeros	94
Zeros (%)	5.8%
Memory size	12.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	61.56214286
median	462.2217857
Q3	2174.864286
95-th percentile	10632.11825
Maximum	171575.8896
Range	171575.8896
Interquartile range (IQR)	2113.302143

Descriptive statistics

Standard deviation	7072.77735
Coefficient of variation (CV)	2.900341065
Kurtosis	221.4121637
Mean	2438.601941
Median Absolute Deviation (MAD)	456.1639286
Skewness	11.52805078
Sum	3938342.134
Variance	50024179.44

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	94	5.8%
28.57142857	3	0.2%
7.142857143	2	0.1%
35.71428571	2	0.1%
0.3882142857	2	0.1%
0.0003571428571	2	0.1%
178.5714286	2	0.1%
142.8571429	2	0.1%
4.55	1	0.1%
379.3485714	1	0.1%
Other values (1504)	1504	93.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	94	5.8%
0.0003571428571	2	0.1%
0.001428571429	1	0.1%
0.002142857143	1	0.1%
0.01035714286	1	0.1%

Value	Count	Frequency (%)
171575.8896	1	0.1%
74934.95607	1	0.1%
60226.14179	1	0.1%
55934.02036	1	0.1%
55383.79786	1	0.1%

ActBal_SA
Real number (ℝ_≥0)

ZEROS

Distinct count	411
Unique (%)	25.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4009.8127808491818
Minimum	0.0
Maximum	389883.8307142857
Zeros	1205
Zeros (%)	74.6%
Memory size	12.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.01
95-th percentile	20632.69264
Maximum	389883.8307
Range	389883.8307
Interquartile range (IQR)	0.01

Descriptive statistics

Standard deviation	17909.06155
Coefficient of variation (CV)	4.466308659
Kurtosis	166.5740119
Mean	4009.812781
Median Absolute Deviation (MAD)	0
Skewness	10.5017382
Sum	6475847.641
Variance	320734485.4

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	1205	74.6%
0.4810714286	1	0.1%
5352.294286	1	0.1%
16144.00214	1	0.1%
5069.315714	1	0.1%
5384.086429	1	0.1%
3930.255	1	0.1%
35768.38857	1	0.1%
24364.765	1	0.1%
7139.7625	1	0.1%
Other values (401)	401	24.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1205	74.6%
0.0007142857143	1	0.1%
0.001428571429	1	0.1%
0.001785714286	1	0.1%
0.007142857143	1	0.1%

Value	Count	Frequency (%)
389883.8307	1	0.1%
219368.6464	1	0.1%
191591.1896	1	0.1%
173499.8629	1	0.1%
128617.5911	1	0.1%

ActBal_MF
Real number (ℝ_≥0)

ZEROS

Distinct count	190
Unique (%)	11.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3887.5326592215833
Minimum	0.0
Maximum	761235.5042857144
Zeros	1420
Zeros (%)	87.9%
Memory size	12.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	10443.76093
Maximum	761235.5043
Range	761235.5043
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	34868.01017
Coefficient of variation (CV)	8.969187715
Kurtosis	311.2991156
Mean	3887.532659
Median Absolute Deviation (MAD)	0
Skewness	16.60253721
Sum	6278365.245
Variance	1215778133

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	1420	87.9%
14285.71429	3	0.2%
308.8821429	3	0.2%
23214.28571	2	0.1%
169.6746429	2	0.1%
3020.640714	1	0.1%
62103.26857	1	0.1%
11342.54571	1	0.1%
4107.860357	1	0.1%
5560.714286	1	0.1%
Other values (180)	180	11.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1420	87.9%
17.72857143	1	0.1%
107.2517857	1	0.1%
113.2167857	1	0.1%
125.1257143	1	0.1%

Value	Count	Frequency (%)
761235.5043	1	0.1%
714285.7143	1	0.1%
579084.1079	1	0.1%
446183.4232	1	0.1%
314723.165	1	0.1%

ActBal_OVD
Real number (ℝ_≥0)

ZEROS

Distinct count	121
Unique (%)	7.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	32.80650574966829
Minimum	0.0
Maximum	2055.325357142857
Zeros	1495
Zeros (%)	92.6%
Memory size	12.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	199.057
Maximum	2055.325357
Range	2055.325357
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	157.9264288
Coefficient of variation (CV)	4.813875333
Kurtosis	55.8318783
Mean	32.80650575
Median Absolute Deviation (MAD)	0
Skewness	6.744763711
Sum	52982.50679
Variance	24940.75691

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	1495	92.6%
901.6160714	1	0.1%
104.0114286	1	0.1%
246.5178571	1	0.1%
676.7528571	1	0.1%
531.6296429	1	0.1%
31.5575	1	0.1%
40.25714286	1	0.1%
874.18	1	0.1%
248.4846429	1	0.1%
Other values (111)	111	6.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1495	92.6%
0.6946428571	1	0.1%
8.445	1	0.1%
8.868928571	1	0.1%
12.34	1	0.1%

Value	Count	Frequency (%)
2055.325357	1	0.1%
1776.065357	1	0.1%
1670.280714	1	0.1%
1568.879643	1	0.1%
1459.457143	1	0.1%

ActBal_CC
Real number (ℝ)

ZEROS

Distinct count	121
Unique (%)	7.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	36.97846528084918
Minimum	-15.479285714285714
Maximum	3522.233571428572
Zeros	1461
Zeros (%)	90.5%
Memory size	12.6 KiB

Quantile statistics

Minimum	-15.47928571
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	213.5798929
Maximum	3522.233571
Range	3537.712857
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	190.8695924
Coefficient of variation (CV)	5.161641809
Kurtosis	99.62910469
Mean	36.97846528
Median Absolute Deviation (MAD)	0
Skewness	8.255315915
Sum	59720.22143
Variance	36431.20132

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	1461	90.5%
0.7142857143	11	0.7%
2.357142857	11	0.7%
1.178571429	7	0.4%
1.428571429	6	0.4%
0.4642857143	3	0.2%
1.785714286	2	0.1%
212.1153571	1	0.1%
627.8571429	1	0.1%
-15.47928571	1	0.1%
Other values (111)	111	6.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-15.47928571	1	0.1%
-8.283214286	1	0.1%
-7.738214286	1	0.1%
-4.464285714	1	0.1%
-1.428571429	1	0.1%

Value	Count	Frequency (%)
3522.233571	1	0.1%
2382.946071	1	0.1%
1767.785357	1	0.1%
1529.058929	1	0.1%
1400.918571	1	0.1%

ActBal_CL
Real number (ℝ_≥0)

ZEROS

Distinct count	135
Unique (%)	8.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	354.23013467492257
Minimum	0.0
Maximum	20749.29464285714
Zeros	1481
Zeros (%)	91.7%
Memory size	12.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2198.358179
Maximum	20749.29464
Range	20749.29464
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1678.743095
Coefficient of variation (CV)	4.739131234
Kurtosis	49.45970124
Mean	354.2301347
Median Absolute Deviation (MAD)	0
Skewness	6.484250485
Sum	572081.6675
Variance	2818178.38

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	1481	91.7%
4250.116786	1	0.1%
117.6539286	1	0.1%
1621.421786	1	0.1%
2953.8125	1	0.1%
1038.696786	1	0.1%
360.3546429	1	0.1%
7570.783929	1	0.1%
930.3571429	1	0.1%
9115.112857	1	0.1%
Other values (125)	125	7.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1481	91.7%
63.80321429	1	0.1%
117.6539286	1	0.1%
120.6760714	1	0.1%
194.8039286	1	0.1%

Value	Count	Frequency (%)
20749.29464	1	0.1%
17300.48964	1	0.1%
17062.32429	1	0.1%
14708.57143	1	0.1%
14516.52429	1	0.1%

VolumeCred
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	1490
Unique (%)	92.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1791.9436782397167
Minimum	0.0
Maximum	107703.80428571427
Zeros	42
Zeros (%)	2.6%
Memory size	12.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.001071428571
Q1	214.2860714
median	639.4228571
Q3	1406.373214
95-th percentile	5960.831929
Maximum	107703.8043
Range	107703.8043
Interquartile range (IQR)	1192.087143

Descriptive statistics

Standard deviation	5818.571603
Coefficient of variation (CV)	3.247072814
Kurtosis	165.0604121
Mean	1791.943678
Median Absolute Deviation (MAD)	532.2796429
Skewness	11.24170399
Sum	2893989.04
Variance	33855775.49

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	42	2.6%
0.0003571428571	25	1.5%
0.001071428571	9	0.6%
0.0007142857143	7	0.4%
0.007142857143	6	0.4%
0.001785714286	5	0.3%
107.1432143	4	0.2%
0.001428571429	4	0.2%
0.002142857143	3	0.2%
0.009642857143	3	0.2%
Other values (1480)	1507	93.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	42	2.6%
0.0003571428571	25	1.5%
0.0007142857143	7	0.4%
0.001071428571	9	0.6%
0.001428571429	4	0.2%

Value	Count	Frequency (%)
107703.8043	1	0.1%
98717.675	1	0.1%
90124.60964	1	0.1%
68371.54214	1	0.1%
46756.54071	1	0.1%

VolumeCred_CA
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	1432
Unique (%)	88.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1480.2131904024766
Minimum	0.0
Maximum	98717.675
Zeros	58
Zeros (%)	3.6%
Memory size	12.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0003571428571
Q1	192.0483929
median	601.4339286
Q3	1288.683929
95-th percentile	4498.145286
Maximum	98717.675
Range	98717.675
Interquartile range (IQR)	1096.635536

Descriptive statistics

Standard deviation	4625.10769
Coefficient of variation (CV)	3.124622669
Kurtosis	192.1602766
Mean	1480.21319
Median Absolute Deviation (MAD)	494.2875
Skewness	11.98514851
Sum	2390544.302
Variance	21391621.15

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	58	3.6%
0.0003571428571	34	2.1%
0.001071428571	13	0.8%
0.0007142857143	8	0.5%
0.007142857143	7	0.4%
0.001785714286	7	0.4%
0.002857142857	6	0.4%
0.0075	5	0.3%
107.1432143	4	0.2%
0.003214285714	4	0.2%
Other values (1422)	1469	91.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	58	3.6%
0.0003571428571	34	2.1%
0.0007142857143	8	0.5%
0.001071428571	13	0.8%
0.001428571429	3	0.2%

Value	Count	Frequency (%)
98717.675	1	0.1%
68667.5525	1	0.1%
66908.95107	1	0.1%
54128.37929	1	0.1%
46714.29214	1	0.1%

TransactionsCred
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	45
Unique (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.445820433436532
Minimum	0.0
Maximum	63.0
Zeros	42
Zeros (%)	2.6%
Memory size	12.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	6
95-th percentile	19
Maximum	63
Range	63
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	6.341432047
Coefficient of variation (CV)	1.164458528
Kurtosis	14.43840609
Mean	5.445820433
Median Absolute Deviation (MAD)	1
Skewness	3.273911883
Sum	8795
Variance	40.2137604

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	357	22.1%
3	287	17.8%
4	196	12.1%
1	154	9.5%
5	128	7.9%
6	94	5.8%
7	60	3.7%
8	46	2.8%
0	42	2.6%
9	36	2.2%
Other values (35)	215	13.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	42	2.6%
1	154	9.5%
2	357	22.1%
3	287	17.8%
4	196	12.1%

Value	Count	Frequency (%)
63	1	0.1%
56	1	0.1%
44	1	0.1%
43	1	0.1%
42	1	0.1%

TransactionsCred_CA
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	36
Unique (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.1913312693498455
Minimum	0.0
Maximum	48.0
Zeros	58
Zeros (%)	3.6%
Memory size	12.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	14
Maximum	48
Range	48
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	4.93249842
Coefficient of variation (CV)	1.17683335
Kurtosis	15.75007973
Mean	4.191331269
Median Absolute Deviation (MAD)	1
Skewness	3.553063444
Sum	6769
Variance	24.32954067

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	467	28.9%
3	307	19.0%
1	203	12.6%
4	186	11.5%
5	121	7.5%
6	59	3.7%
0	58	3.6%
8	32	2.0%
7	30	1.9%
10	21	1.3%
Other values (26)	131	8.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	58	3.6%
1	203	12.6%
2	467	28.9%
3	307	19.0%
4	186	11.5%

Value	Count	Frequency (%)
48	1	0.1%
37	1	0.1%
36	1	0.1%
35	1	0.1%
33	3	0.2%

VolumeDeb
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	1439
Unique (%)	89.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1667.793195488722
Minimum	0.0
Maximum	119906.50392857144
Zeros	94
Zeros (%)	5.8%
Memory size	12.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	201.8528571
median	641.8660714
Q3	1387.913393
95-th percentile	5551.514607
Maximum	119906.5039
Range	119906.5039
Interquartile range (IQR)	1186.060536

Descriptive statistics

Standard deviation	5143.402322
Coefficient of variation (CV)	3.083956893
Kurtosis	209.9109184
Mean	1667.793195
Median Absolute Deviation (MAD)	533.8803571
Skewness	11.94464244
Sum	2693486.011
Variance	26454587.44

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	94	5.8%
1.964285714	35	2.2%
3.392857143	14	0.9%
0.8928571429	14	0.9%
0.8939285714	9	0.6%
14.28571429	3	0.2%
17.85714286	2	0.1%
53.57142857	2	0.1%
1.428571429	2	0.1%
35.71428571	2	0.1%
Other values (1429)	1438	89.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	94	5.8%
0.005	1	0.1%
0.008928571429	1	0.1%
0.02857142857	1	0.1%
0.2889285714	1	0.1%

Value	Count	Frequency (%)
119906.5039	1	0.1%
64608.36143	1	0.1%
59500.9325	1	0.1%
44782.18607	1	0.1%
44078.18393	1	0.1%

VolumeDeb_CA
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	1425
Unique (%)	88.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1434.8866919504646
Minimum	0.0
Maximum	73477.93250000001
Zeros	100
Zeros (%)	6.2%
Memory size	12.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	188.5982143
median	607.8214286
Q3	1309.140893
95-th percentile	4209.422429
Maximum	73477.9325
Range	73477.9325
Interquartile range (IQR)	1120.542679

Descriptive statistics

Standard deviation	4248.350539
Coefficient of variation (CV)	2.960756806
Kurtosis	127.4040695
Mean	1434.886692
Median Absolute Deviation (MAD)	504.25
Skewness	10.03800148
Sum	2317342.008
Variance	18048482.3

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	100	6.2%
1.964285714	36	2.2%
3.392857143	15	0.9%
0.8928571429	15	0.9%
0.8939285714	10	0.6%
14.28571429	4	0.2%
67.85714286	3	0.2%
714.2857143	2	0.1%
21.42857143	2	0.1%
5.535714286	2	0.1%
Other values (1415)	1426	88.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	100	6.2%
0.0003571428571	1	0.1%
0.005	1	0.1%
0.7142857143	1	0.1%
0.8921428571	1	0.1%

Value	Count	Frequency (%)
73477.9325	1	0.1%
64178.18536	1	0.1%
59500.9325	1	0.1%
44782.18607	1	0.1%
44078.18393	1	0.1%

VolumeDebCash_Card
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct count	261
Unique (%)	16.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	253.46535869084477
Minimum	0.0
Maximum	23571.42857142857
Zeros	659
Zeros (%)	40.8%
Memory size	12.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	71.42857143
Q3	342.8571429
95-th percentile	857.1428571
Maximum	23571.42857
Range	23571.42857
Interquartile range (IQR)	342.8571429

Descriptive statistics

Standard deviation	751.8874198
Coefficient of variation (CV)	2.966430694
Kurtosis	592.484666
Mean	253.4653587
Median Absolute Deviation (MAD)	71.42857143
Skewness	20.57539539
Sum	409346.5543
Variance	565334.692

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	659	40.8%
178.5714286	59	3.7%
357.1428571	48	3.0%
71.42857143	29	1.8%
535.7142857	27	1.7%
35.71428571	26	1.6%
107.1428571	26	1.6%
285.7142857	25	1.5%
53.57142857	24	1.5%
214.2857143	22	1.4%
Other values (251)	670	41.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	659	40.8%
3.571428571	2	0.1%
7.142857143	5	0.3%
10.71428571	7	0.4%
14.28571429	10	0.6%

Value	Count	Frequency (%)
23571.42857	1	0.1%
9714.285714	1	0.1%
6428.571429	1	0.1%
4513.758929	1	0.1%
3535.714286	1	0.1%

VolumeDebCashless_Card
Real number (ℝ_≥0)

ZEROS

Distinct count	874
Unique (%)	54.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	148.23503825740823
Minimum	0.0
Maximum	3637.616785714286
Zeros	733
Zeros (%)	45.4%
Memory size	12.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	16.48214286
Q3	174.1696429
95-th percentile	670.8960714
Maximum	3637.616786
Range	3637.616786
Interquartile range (IQR)	174.1696429

Descriptive statistics

Standard deviation	309.8478018
Coefficient of variation (CV)	2.090246716
Kurtosis	39.79399338
Mean	148.2350383
Median Absolute Deviation (MAD)	16.48214286
Skewness	5.073639949
Sum	239399.5868
Variance	96005.66031

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	733	45.4%
10.71428571	4	0.2%
14.28571429	3	0.2%
46.39285714	2	0.1%
32.14285714	2	0.1%
7.107142857	2	0.1%
155.6428571	2	0.1%
31.755	1	0.1%
64.50357143	1	0.1%
174.0464286	1	0.1%
Other values (864)	864	53.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	733	45.4%
0.8903571429	1	0.1%
1.067857143	1	0.1%
1.789285714	1	0.1%
2.05	1	0.1%

Value	Count	Frequency (%)
3637.616786	1	0.1%
3635.701429	1	0.1%
3335.426071	1	0.1%
3292.765	1	0.1%
2470.335714	1	0.1%

VolumeDeb_PaymentOrder
Real number (ℝ_≥0)

ZEROS

Distinct count	1066
Unique (%)	66.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	703.5617430340557
Minimum	0.0
Maximum	72278.78214285713
Zeros	463
Zeros (%)	28.7%
Memory size	12.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	170.7142857
Q3	495.2880357
95-th percentile	2160.450286
Maximum	72278.78214
Range	72278.78214
Interquartile range (IQR)	495.2880357

Descriptive statistics

Standard deviation	3188.467264
Coefficient of variation (CV)	4.531894031
Kurtosis	263.2064008
Mean	703.561743
Median Absolute Deviation (MAD)	170.7142857
Skewness	14.32428222
Sum	1136252.215
Variance	10166323.49

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	463	28.7%
35.71428571	11	0.7%
17.85714286	10	0.6%
10.71428571	7	0.4%
71.42857143	7	0.4%
357.1428571	5	0.3%
107.1428571	5	0.3%
21.42857143	4	0.2%
132.1428571	4	0.2%
53.57142857	4	0.2%
Other values (1056)	1095	67.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	463	28.7%
0.005	1	0.1%
0.03571428571	1	0.1%
0.7142857143	1	0.1%
1.071428571	1	0.1%

Value	Count	Frequency (%)
72278.78214	1	0.1%
61955.10393	1	0.1%
35714.28571	1	0.1%
30069.69643	1	0.1%
27129.21429	1	0.1%

TransactionsDeb
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	86
Unique (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	15.729411764705882
Minimum	0.0
Maximum	102.0
Zeros	94
Zeros (%)	5.8%
Memory size	12.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	11
Q3	22
95-th percentile	48
Maximum	102
Range	102
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	16.23710532
Coefficient of variation (CV)	1.032276703
Kurtosis	4.084567854
Mean	15.72941176
Median Absolute Deviation (MAD)	8
Skewness	1.817641998
Sum	25403
Variance	263.6435892

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	107	6.6%
0	94	5.8%
3	86	5.3%
2	83	5.1%
6	74	4.6%
4	70	4.3%
5	67	4.1%
7	63	3.9%
9	55	3.4%
8	52	3.2%
Other values (76)	864	53.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	94	5.8%
1	107	6.6%
2	83	5.1%
3	86	5.3%
4	70	4.3%

Value	Count	Frequency (%)
102	1	0.1%
99	1	0.1%
96	2	0.1%
95	1	0.1%
92	1	0.1%

TransactionsDeb_CA
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	71
Unique (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	13.360990712074303
Minimum	0.0
Maximum	83.0
Zeros	100
Zeros (%)	6.2%
Memory size	12.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	10
Q3	19
95-th percentile	39
Maximum	83
Range	83
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	12.98418021
Coefficient of variation (CV)	0.9717977127
Kurtosis	3.712271308
Mean	13.36099071
Median Absolute Deviation (MAD)	7
Skewness	1.693030528
Sum	21578
Variance	168.5889358

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	118	7.3%
0	100	6.2%
3	90	5.6%
2	86	5.3%
5	85	5.3%
4	77	4.8%
6	68	4.2%
9	60	3.7%
7	58	3.6%
11	53	3.3%
Other values (61)	820	50.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	100	6.2%
1	118	7.3%
2	86	5.3%
3	90	5.6%
4	77	4.8%

Value	Count	Frequency (%)
83	1	0.1%
79	1	0.1%
75	2	0.1%
74	1	0.1%
72	1	0.1%

TransactionsDebCash_Card
Real number (ℝ_≥0)

ZEROS

Distinct count	19
Unique (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.9541795665634676
Minimum	0.0
Maximum	25.0
Zeros	659
Zeros (%)	40.8%
Memory size	12.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	7
Maximum	25
Range	25
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.699604047
Coefficient of variation (CV)	1.381451374
Kurtosis	8.62127873
Mean	1.954179567
Median Absolute Deviation (MAD)	1
Skewness	2.366542932
Sum	3156
Variance	7.287862012

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	659	40.8%
1	289	17.9%
2	202	12.5%
3	139	8.6%
4	111	6.9%
6	62	3.8%
5	50	3.1%
7	35	2.2%
8	19	1.2%
12	14	0.9%
Other values (9)	35	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	659	40.8%
1	289	17.9%
2	202	12.5%
3	139	8.6%
4	111	6.9%

Value	Count	Frequency (%)
25	1	0.1%
21	1	0.1%
17	1	0.1%
16	3	0.2%
15	1	0.1%

TransactionsDebCashless_Card
Real number (ℝ_≥0)

ZEROS

Distinct count	47
Unique (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.149226006191951
Minimum	0.0
Maximum	60.0
Zeros	733
Zeros (%)	45.4%
Memory size	12.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	7
95-th percentile	24
Maximum	60
Range	60
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	8.341199628
Coefficient of variation (CV)	1.619893867
Kurtosis	6.392143482
Mean	5.149226006
Median Absolute Deviation (MAD)	1
Skewness	2.338394148
Sum	8316
Variance	69.57561123

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	733	45.4%
1	125	7.7%
2	98	6.1%
3	67	4.1%
4	60	3.7%
6	57	3.5%
9	47	2.9%
7	47	2.9%
8	43	2.7%
5	35	2.2%
Other values (37)	303	18.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	733	45.4%
1	125	7.7%
2	98	6.1%
3	67	4.1%
4	60	3.7%

Value	Count	Frequency (%)
60	1	0.1%
59	1	0.1%
48	1	0.1%
47	2	0.1%
46	1	0.1%

TransactionsDeb_PaymentOrder
Real number (ℝ_≥0)

ZEROS

Distinct count	30
Unique (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.521362229102167
Minimum	0.0
Maximum	34.0
Zeros	463
Zeros (%)	28.7%
Memory size	12.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	7
95-th percentile	15
Maximum	34
Range	34
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.200860965
Coefficient of variation (CV)	1.150286286
Kurtosis	3.02599718
Mean	4.521362229
Median Absolute Deviation (MAD)	3
Skewness	1.579147324
Sum	7302
Variance	27.04895477

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	463	28.7%
1	165	10.2%
2	138	8.5%
3	122	7.6%
5	108	6.7%
4	103	6.4%
6	78	4.8%
8	63	3.9%
7	60	3.7%
10	52	3.2%
Other values (20)	263	16.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	463	28.7%
1	165	10.2%
2	138	8.5%
3	122	7.6%
4	103	6.4%

Value	Count	Frequency (%)
34	1	0.1%
33	1	0.1%
31	2	0.1%
26	1	0.1%
25	2	0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	Client	Sex	Age	Tenure	Count_CA	Count_SA	Count_MF	Count_OVD	Count_CC	Count_CL	ActBal_CA	ActBal_SA	ActBal_MF	ActBal_OVD	ActBal_CC	ActBal_CL	VolumeCred	VolumeCred_CA	TransactionsCred	TransactionsCred_CA	VolumeDeb	VolumeDeb_CA	VolumeDebCash_Card	VolumeDebCashless_Card	VolumeDeb_PaymentOrder	TransactionsDeb	TransactionsDeb_CA	TransactionsDebCash_Card	TransactionsDebCashless_Card	TransactionsDeb_PaymentOrder
0	909	0	21	27	1	0.0	0.0	1.0	0.0	1.0	4.710714	0.000000	0.000000	0.0000	0.000000	4291.996429	789.129643	738.230000	4.0	3.0	450.678571	448.892857	178.571429	0.000000	166.571429	8.0	7.0	1.0	0.0	4.0
1	1217	0	38	165	1	0.0	0.0	0.0	0.0	0.0	6752.244643	0.000000	0.000000	0.0000	0.000000	0.000000	0.002143	0.002143	1.0	1.0	714.285714	714.285714	0.000000	0.000000	714.285714	1.0	1.0	0.0	0.0	1.0
2	850	1	49	44	1	0.0	0.0	0.0	0.0	0.0	43.523214	0.000000	0.000000	0.0000	0.000000	0.000000	1392.402857	1392.402857	3.0	3.0	1226.345357	1226.345357	0.000000	0.000000	121.928571	6.0	6.0	0.0	0.0	1.0
3	1473	0	54	34	1	1.0	0.0	0.0	1.0	1.0	29.024286	14447.801429	0.000000	0.0000	653.910000	1132.590357	1787.127500	939.128929	14.0	5.0	3875.137857	3794.580714	357.142857	444.597500	2076.785714	48.0	38.0	1.0	26.0	11.0
4	1038	0	29	106	1	0.0	0.0	0.0	0.0	0.0	27.035714	0.000000	0.000000	0.0000	0.000000	0.000000	0.006071	0.006071	1.0	1.0	0.000000	0.000000	0.000000	0.000000	0.000000	0.0	0.0	0.0	0.0	0.0
5	225	0	14	187	1	0.0	0.0	1.0	0.0	0.0	345.686071	0.000000	0.000000	618.3975	0.000000	0.000000	0.007500	0.007500	1.0	1.0	130.521429	130.521429	0.000000	111.235714	19.285714	5.0	5.0	0.0	4.0	1.0
6	699	0	37	175	1	0.0	4.0	1.0	0.0	0.0	1823.057143	0.000000	18491.444286	0.0000	0.000000	0.000000	1033.496071	778.370000	8.0	6.0	661.483214	566.126071	89.285714	0.000000	216.892857	13.0	10.0	2.0	0.0	5.0
7	827	0	57	50	1	0.0	0.0	1.0	1.0	0.0	49.193571	0.000000	0.000000	0.0000	0.464286	0.000000	1755.281786	1750.404286	9.0	6.0	1474.321429	1455.035714	607.142857	17.857143	843.250000	26.0	23.0	4.0	1.0	17.0
8	1231	1	6	232	1	0.0	0.0	0.0	0.0	0.0	819.853929	0.000000	0.000000	0.0000	0.000000	0.000000	0.015714	0.015714	2.0	2.0	2257.000000	2257.000000	2250.000000	0.000000	0.000000	9.0	9.0	6.0	0.0	0.0
9	528	1	19	70	1	0.0	0.0	1.0	0.0	0.0	0.000000	0.000000	0.000000	0.0000	0.000000	0.000000	435.682143	435.682143	2.0	2.0	390.056429	390.056429	125.000000	70.842143	190.821429	10.0	10.0	4.0	3.0	2.0

Last rows

	Client	Sex	Age	Tenure	Count_CA	Count_SA	Count_MF	Count_OVD	Count_CL	ActBal_CA	ActBal_SA	ActBal_MF	ActBal_OVD	ActBal_CL	VolumeCred	VolumeCred_CA	TransactionsCred	TransactionsCred_CA	VolumeDeb	VolumeDeb_CA	VolumeDebCash_Card	VolumeDebCashless_Card	VolumeDeb_PaymentOrder	TransactionsDeb	TransactionsDeb_CA	TransactionsDebCash_Card	TransactionsDebCashless_Card	TransactionsDeb_PaymentOrder
1605	833	0	36	150	1	0.0	0.0	0.0	0.0	3017.641429	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.0	0.0	0.000000	0.000000	0.000000	0.000000	0.000000	0.0	0.0	0.0	0.0	0.0
1606	573	1	56	77	1	0.0	0.0	0.0	0.0	1243.505714	0.000000	0.000000	0.000000	0.000000	760.966429	760.966429	3.0	3.0	713.569643	713.569643	357.142857	114.962500	228.250000	14.0	14.0	3.0	4.0	4.0
1607	621	1	37	152	1	1.0	0.0	0.0	0.0	1249.709643	0.001429	0.000000	0.000000	0.000000	7.397857	0.002500	3.0	1.0	0.288929	0.000000	0.000000	0.000000	0.000000	1.0	0.0	0.0	0.0	0.0
1608	464	0	68	153	2	0.0	0.0	1.0	0.0	2249.049643	0.000000	0.000000	237.297143	0.000000	811.332857	811.332857	3.0	3.0	577.385714	577.385714	160.714286	65.421429	347.857143	12.0	12.0	2.0	3.0	6.0
1609	1276	0	28	145	1	0.0	0.0	0.0	2.0	13915.925357	0.000000	0.000000	0.000000	1764.589286	610.893214	514.313214	4.0	3.0	165.928571	155.107143	35.714286	0.000000	0.000000	6.0	4.0	1.0	0.0	0.0
1610	409	0	31	91	1	0.0	0.0	1.0	0.0	348.402857	0.000000	0.000000	0.000000	0.000000	469.179643	469.179643	3.0	3.0	465.092857	465.092857	178.571429	11.414286	271.714286	12.0	12.0	1.0	1.0	9.0
1611	384	0	23	160	1	0.0	0.0	0.0	0.0	2418.876786	0.000000	0.000000	0.000000	0.000000	87.500357	87.500357	2.0	2.0	88.443929	88.443929	50.000000	37.372500	1.071429	8.0	8.0	2.0	5.0	1.0
1612	977	0	46	59	1	0.0	0.0	0.0	0.0	2639.308571	0.000000	0.000000	0.000000	0.000000	71.428571	71.428571	1.0	1.0	76.103571	76.103571	75.000000	1.067857	0.035714	4.0	4.0	2.0	1.0	1.0
1613	629	1	61	173	1	0.0	2.0	0.0	0.0	61.766786	0.000000	34387.583571	0.000000	0.000000	1064.190000	1064.190000	3.0	3.0	817.462143	817.462143	660.714286	41.355000	115.178571	17.0	17.0	3.0	5.0	8.0
1614	1466	0	63	97	1	0.0	0.0	1.0	0.0	21.627500	0.000000	0.000000	0.000000	0.000000	742.597143	742.597143	4.0	4.0	624.428571	624.428571	71.428571	23.214286	526.392857	6.0	6.0	1.0	1.0	3.0

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows